{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "b6f3aecf-a3f2-4284-94af-afd3ed85a5c5",
   "metadata": {},
   "source": [
    "#### ❇️ Binarise an Image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "9421b7de-6eb3-4c9b-ba53-7307596e55e6",
   "metadata": {},
   "outputs": [],
   "source": [
    "import cv2\n",
    "from matplotlib import pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "44f6800f-7cb9-40fa-a9a0-9da3f18c6ad5",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Original RGB image\n",
    "img_orig = cv2.cvtColor(cv2.imread('lena.png'), cv2.COLOR_BGR2RGB)\n",
    "\n",
    "# Reading as grayscale image;\n",
    "img_gray = cv2.imread('lena.png', cv2.IMREAD_GRAYSCALE) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "7fa98200-4100-4b78-98d2-0e3af76d045f",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Apply adaptive thresholding\n",
    "maxValue_output = 255\n",
    "blockSize = 99\n",
    "subtract_from_mean = 10\n",
    "image_binarized = cv2.adaptiveThreshold(img_gray, \n",
    "                                        maxValue_output, \n",
    "                                        cv2.ADAPTIVE_THRESH_GAUSSIAN_C, \n",
    "                                        cv2.THRESH_BINARY, \n",
    "                                        blockSize, \n",
    "                                        subtract_from_mean)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "e0b19737-2889-454c-9e1f-fcdfcb9b4eb1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x864 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# This util is just used for Display purpose\n",
    "images = [img_orig, img_gray, image_binarized]\n",
    "image_names = ['original', 'grayscale', 'binarised']\n",
    "\n",
    "num_images = len(images) # Maximum number of images to display\n",
    "num_cols = 3 # Number of columns in display\n",
    "num_rows = num_images//num_cols # Number of rows in display\n",
    "plt.figure(figsize=(8,4*num_cols))\n",
    "for i in range(num_rows*num_cols):\n",
    "    \n",
    "    plt.subplot(num_rows, num_cols, i+1)\n",
    "    plt.imshow(images[i], cmap='gray')\n",
    "    plt.title(image_names[i], size=12)\n",
    "    plt.axis('off') "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f43294fe-ab2b-4e70-abfc-0b47e1cb3810",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "env_twitter",
   "language": "python",
   "name": "env_twitter"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
